=== Clustering stats for training data === kMeans ====== Number of iterations: 4 Within cluster sum of squared errors: 92064.05684129967 Initial starting points (random): Cluster 0: 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Cluster 1: 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Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (40.0) (25.0) (15.0) ============================================================== 1007_s_at 10.8252 10.9003 10.6999 1053_at 7.3141 7.4922 7.0171 117_at 6.7897 6.7157 6.9131 121_at 9.3174 9.2741 9.3896 1255_g_at 4.4368 4.4014 4.4957 1294_at 8.2986 8.1904 8.4791 1316_at 6.1627 6.1506 6.1829 1320_at 5.6167 5.5627 5.7067 1405_i_at 8.7814 8.8888 8.6025 1431_at 4.7901 4.6422 5.0366 1438_at 7.0198 6.9628 7.1147 1487_at 8.1039 8.0342 8.22 1494_f_at 7.3824 7.28 7.553 1552256_a_at 7.1539 7.0743 7.2865 1552257_a_at 8.6787 8.7141 8.6197 1552258_at 6.849 6.7784 6.9667 1552261_at 6.0287 5.9883 6.0959 1552263_at 6.742 6.6699 6.862 1552264_a_at 6.5899 6.5543 6.6492 1552266_at 4.6777 4.5851 4.832 1552269_at 5.1273 5.0365 5.2786 1552271_at 6.4199 6.3431 6.5478 1552272_a_at 6.0219 5.9934 6.0693 1552274_at 6.5072 6.4072 6.6739 1552275_s_at 5.8052 5.7198 5.9476 1552276_a_at 6.4338 6.3606 6.5559 1552277_a_at 7.5061 7.659 7.2514 1552278_a_at 6.1711 6.1115 6.2705 1552279_a_at 7.208 7.1124 7.3673 1552280_at 6.3337 6.1755 6.5972 1552281_at 8.5375 8.4649 8.6586 1552283_s_at 5.9686 6.0004 5.9155 1552286_at 7.2632 7.344 7.1286 1552287_s_at 7.2541 7.3834 7.0385 1552288_at 4.42 4.3925 4.466 1552289_a_at 6.1863 6.1077 6.3173 1552291_at 6.3198 6.5352 5.9609 1552293_at 4.6544 4.5566 4.8176 1552295_a_at 7.8254 7.7267 7.9899 1552296_at 4.47 4.396 4.5933 1552299_at 6.1802 6.1897 6.1642 1552301_a_at 6.4692 6.3873 6.6057 1552302_at 4.8502 4.7873 4.9552 1552303_a_at 5.4678 5.4442 5.5072 1552304_at 5.9947 6.1827 5.6815 1552306_at 5.8438 6.0673 5.4714 1552307_a_at 7.079 6.9563 7.2834 1552309_a_at 6.1207 6.3401 5.755 1552310_at 7.0794 7.2485 6.7976 1552311_a_at 6.4015 6.3304 6.5199 1552312_a_at 5.4113 5.5408 5.1954 1552314_a_at 4.666 4.6765 4.6485 1552315_at 7.1358 7.0367 7.3011 1552316_a_at 6.6088 6.4418 6.8871 1552318_at 5.4217 5.3541 5.5345 1552319_a_at 5.0484 4.9501 5.2122 1552320_a_at 4.231 4.0604 4.5153 1552321_a_at 4.1475 3.9085 4.5457 1552322_at 4.1355 4.1606 4.0937 1552323_s_at 6.2008 6.2831 6.0635 1552325_at 3.8137 3.6032 4.1646 1552326_a_at 7.1416 6.8251 7.6691 1552327_at 5.2862 5.294 5.273 1552329_at 5.827 5.9949 5.5472 1552330_at 4.5653 4.5884 4.5267 1552332_at 7.6082 7.5061 7.7785 1552334_at 5.5545 5.5762 5.5184 1552335_at 7.6675 7.6642 7.673 1552337_s_at 5.714 5.5979 5.9075 1552338_at 5.9087 5.8243 6.0493 1552340_at 6.2188 6.1536 6.3276 1552343_s_at 6.9666 7.0612 6.8089 1552344_s_at 6.2948 6.4676 6.007 1552347_at 6.3736 6.5 6.163 1552348_at 7.9456 7.8533 8.0995 1552349_a_at 5.3355 5.1869 5.5832 1552354_at 6.45 6.2413 6.7979 1552355_s_at 6.578 6.497 6.713 1552359_at 3.9139 3.8662 3.9932 1552360_a_at 4.8204 4.8327 4.8001 1552362_a_at 7.3596 7.4327 7.2378 1552364_s_at 6.1469 6.1082 6.2116 1552365_at 4.7077 4.2732 5.4319 1552367_a_at 4.4844 4.3481 4.7116 1552368_at 4.2162 4.1634 4.3042 1552370_at 6.3664 6.3498 6.394 1552372_at 3.1679 3.1606 3.1801 1552373_s_at 3.7499 3.7417 3.7637 1552375_at 6.1093 6.0169 6.2634 1552377_s_at 8.894 8.9054 8.8751 1552378_s_at 5.6085 5.6486 5.5418 1552379_at 3.2413 3.241 3.2417 1552381_at 3.8304 3.7849 3.9064 1552383_at 6.4061 6.2211 6.7144 1552384_a_at 5.6869 5.6079 5.8185 1552386_at 6.0581 5.7001 6.6549 1552388_at 6.4393 6.4126 6.4839 1552389_at 3.8105 3.7074 3.9824 1552390_a_at 4.577 4.3335 4.9829 1552391_at 3.7633 3.6768 3.9073 1552393_at 3.4756 3.4673 3.4894 1552394_a_at 3.7003 3.675 3.7425 1552395_at 8.5299 8.4867 8.6019 1552396_at 5.6832 5.5994 5.823 1552398_a_at 4.3455 4.3089 4.4066 1552399_a_at 4.2501 4.2046 4.3261 1552400_a_at 5.7799 5.7257 5.8701 1552401_a_at 4.2125 4.1617 4.2972 1552402_at 4.5229 4.4603 4.6273 1552405_at 6.2382 6.1616 6.366 1552408_at 4.4146 4.348 4.5256 1552409_a_at 7.7823 7.7256 7.8767 1552410_at 7.0734 6.9957 7.2028 1552411_at 9.1132 9.0521 9.215 1552412_a_at 4.7713 4.7479 4.8102 1552414_at 5.2778 5.1651 5.4656 1552415_a_at 6.6433 6.5916 6.7293 1552417_a_at 6.1253 6.6206 5.3 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71933_at 8.9668 8.8749 9.12 74694_s_at 6.4748 6.3944 6.6088 76897_s_at 3.6692 3.6575 3.6887 77508_r_at 7.8859 7.794 8.039 78047_s_at 8.4934 8.3772 8.687 78330_at 7.2071 7.0876 7.4062 78383_at 6.7704 6.6778 6.9248 78495_at 7.2422 7.2499 7.2295 79005_at 7.8993 7.8715 7.9456 81737_at 6.3798 6.3547 6.4217 81811_at 7.7493 7.805 7.6565 823_at 8.0817 8.107 8.0394 87100_at 3.8951 3.9258 3.8439 89476_r_at 6.6692 6.6371 6.7226 89948_at 7.1348 7.0382 7.2956 89977_at 6.6371 6.5827 6.7276 90265_at 8.478 8.4069 8.5965 90610_at 9.6054 9.3499 10.0312 91580_at 3.8029 3.7345 3.9169 91617_at 7.6804 7.7283 7.6005 91682_at 7.314 7.2366 7.4431 91684_g_at 6.5868 6.6812 6.4295 91703_at 5.9582 5.9722 5.9348 91816_f_at 6.2205 6.5175 5.7254 91826_at 7.2701 6.9875 7.741 91920_at 8.1384 8.0722 8.2489 91952_at 6.5189 6.4933 6.5615 AFFX-BioB-3_at 8.167 8.0118 8.4258 AFFX-BioB-5_at 8.2368 8.1043 8.4578 AFFX-BioB-M_at 9.0175 8.8357 9.3205 AFFX-BioC-3_at 9.4524 9.2825 9.7357 AFFX-BioC-5_at 9.4131 9.2423 9.6979 AFFX-BioDn-3_at 11.7991 11.6427 12.0596 AFFX-BioDn-5_at 9.5368 9.4119 9.7451 AFFX-CreX-3_at 13.4926 13.3753 13.6881 AFFX-CreX-5_at 13.0737 12.9712 13.2446 AFFX-DapX-3_at 3.8039 3.7557 3.8843 AFFX-DapX-5_at 3.6676 3.6197 3.7475 AFFX-DapX-M_at 3.4332 3.377 3.5269 AFFX-HSAC07/X00351_3_at 12.1216 12.1111 12.1391 AFFX-HSAC07/X00351_5_at 8.0947 8.1598 7.9864 AFFX-HSAC07/X00351_M_at 10.2515 10.2884 10.1899 AFFX-hum_alu_at 14.4575 14.4701 14.4365 AFFX-HUMGAPDH/M33197_3_at 13.01 13.2738 12.5705 AFFX-HUMGAPDH/M33197_5_at 10.9747 11.4295 10.2168 AFFX-HUMGAPDH/M33197_M_at 12.4027 12.743 11.8356 AFFX-HUMISGF3A/M97935_3_at 11.3559 11.584 10.9758 AFFX-HUMISGF3A/M97935_5_at 4.2318 4.3085 4.1041 AFFX-HUMISGF3A/M97935_MA_at 8.4973 8.6529 8.238 AFFX-HUMISGF3A/M97935_MB_at 7.9851 8.4853 7.1514 AFFX-HUMRGE/M10098_3_at 10.1552 10.2121 10.0604 AFFX-HUMRGE/M10098_5_at 10.8399 10.8294 10.8574 AFFX-HUMRGE/M10098_M_at 11.0722 11.0633 11.087 AFFX-LysX-3_at 3.5052 3.4651 3.5721 AFFX-LysX-5_at 3.361 3.3492 3.3808 AFFX-LysX-M_at 4.3188 4.2673 4.4046 AFFX-M27830_3_at 7.8671 7.7905 7.9946 AFFX-M27830_5_at 10.0619 9.9616 10.2291 AFFX-M27830_M_at 10.799 10.6954 10.9718 AFFX-PheX-3_at 5.8077 5.8023 5.8166 AFFX-PheX-5_at 3.8409 3.7993 3.9101 AFFX-PheX-M_at 3.4004 3.3495 3.4852 AFFX-r2-Bs-dap-3_at 3.3615 3.2719 3.5107 AFFX-r2-Bs-dap-5_at 3.439 3.3894 3.5215 AFFX-r2-Bs-dap-M_at 3.3373 3.2931 3.4109 AFFX-r2-Bs-lys-3_at 4.0214 3.9784 4.093 AFFX-r2-Bs-lys-5_at 3.4274 3.416 3.4464 AFFX-r2-Bs-lys-M_at 3.5923 3.5482 3.6658 AFFX-r2-Bs-phe-3_at 4.8368 4.7982 4.9012 AFFX-r2-Bs-phe-5_at 3.3549 3.3185 3.4155 AFFX-r2-Bs-phe-M_at 4.2824 4.1795 4.4538 AFFX-r2-Bs-thr-3_s_at 5.2785 5.216 5.3826 AFFX-r2-Bs-thr-5_s_at 6.0512 5.9286 6.2556 AFFX-r2-Bs-thr-M_s_at 4.0074 3.9396 4.1203 AFFX-r2-Ec-bioB-3_at 8.6567 8.4877 8.9385 AFFX-r2-Ec-bioB-5_at 8.3753 8.19 8.684 AFFX-r2-Ec-bioB-M_at 8.9015 8.7312 9.1854 AFFX-r2-Ec-bioC-3_at 10.0292 9.8447 10.3368 AFFX-r2-Ec-bioC-5_at 9.8376 9.65 10.1504 AFFX-r2-Ec-bioD-3_at 12.0223 11.8787 12.2617 AFFX-r2-Ec-bioD-5_at 11.6477 11.5038 11.8876 AFFX-r2-P1-cre-3_at 13.9295 13.8356 14.0859 AFFX-r2-P1-cre-5_at 13.8159 13.7069 13.9976 AFFX-ThrX-3_at 5.1976 5.1008 5.3589 AFFX-ThrX-5_at 4.9148 4.8081 5.0928 AFFX-ThrX-M_at 3.6515 3.5742 3.7803 AFFX-TrpnX-3_at 3.3034 3.2896 3.3264 AFFX-TrpnX-5_at 3.8941 3.8529 3.9626 AFFX-TrpnX-M_at 3.9199 3.8361 4.0596 Clustered Instances 0 25 ( 63%) 1 15 ( 38%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 2 7 | normal 23 8 | nasopharyngeal_carcinoma Cluster 0 <-- nasopharyngeal_carcinoma Cluster 1 <-- normal Incorrectly clustered instances : 10.0 25 %